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The academia and industry are characterized by a reciprocal shaping and dynamic feedback mechanism. Despite distinct institutional logics, they have adapted closely in collaborative publishing and talent mobility, demonstrating tension…

Computation and Language · Computer Science 2026-02-06 Hongye Zhao , Yi Zhao , Chengzhi Zhang

Scientometric data is used to investigate empirically the emergence of search regimes in Biotechnology, Genomics, and Nanotechnology. Complex regimes can emerge when three independent sources of variance interact. In our model, researchers…

Adaptation and Self-Organizing Systems · Physics 2011-01-14 Gaston Heimeriks , Loet Leydesdorff

Scientific institutions play a crucial role in driving intellectual, social, and technological progress. Their capacity to innovate depends mainly on their ability to attract, retain, and nurture scientific talent and ultimately make it…

Digital Libraries · Computer Science 2023-07-14 Marcia Ferreira , Rodrigo Costas , Vito Servedio , Stefan Thurner

The exploration of vast genotype spaces poses fundamental challenges for evolving populations. As the number of genotypes encoding viable phenotypes grows exponentially with genome length, populations can only explore a tiny fraction of…

Populations and Evolution · Quantitative Biology 2026-01-21 Susanna Manrubia , Luis F. Seoane , José A. Cuesta

National science systems have become embedded in global science and countries do everything they can to harness global knowledge to national economic needs. However, accessing and using the riches of global knowledge can occur only through…

Physics and Society · Physics 2026-05-11 Marek Kwiek

Finding patterns in data is one of the most challenging open questions in information science. The number of possible relationships scales combinatorially with the size of the dataset, overwhelming the exponential increase in availability…

Quantitative Methods · Quantitative Biology 2013-08-16 Deborah A. Striegel , Damian Wojtowicz , Teresa M. Przytycka , Vipul Periwal

This study analyzes how the accumulation of knowledge takes place in para-scientific areas, focusing on the case of Analytic Philosophy. The theoretical framework chosen for the analysis is Kuhn's theory of normal science. The methodology…

Digital Libraries · Computer Science 2018-05-16 Eugenio Petrovich

We analyze the publication records of individual scientists, aiming to quantify the topic switching dynamics of scientists and its influence. For each scientist, the relations among her publications are characterized via shared references.…

Physics and Society · Physics 2019-09-11 An Zeng , Zhesi Shen , Jianlin Zhou , Ying Fan , Zengru Di , Yougui Wang , H. Eugene Stanley , Shlomo Havlin

Academic literature retrieval is concerned with the selection of papers that are most likely to match a user's information needs. Most of the retrieval systems are limited to list-output models, in which the retrieval results are isolated…

Information Retrieval · Computer Science 2017-11-27 Danping Liao , Yuntao Qian

We propose an original approach to describe the scientific progress in a quantitative way. Using innovative Machine Learning techniques we create a vector representation for the PACS codes and we use them to represent the relative movements…

Physics and Society · Physics 2020-07-01 Andrea Palmucci , Hao Liao , Andrea Napoletano , Andrea Zaccaria

Foundation models (FMs), such as GPT-4 and AlphaFold, are reshaping the landscape of scientific research. Beyond accelerating tasks such as hypothesis generation, experimental design, and result interpretation, they prompt a more…

Machine Learning · Computer Science 2025-10-20 Fan Liu , Jindong Han , Tengfei Lyu , Weijia Zhang , Zhe-Rui Yang , Lu Dai , Cancheng Liu , Hao Liu

Scientific knowledge is constantly subject to a variety of changes due to new discoveries, alternative interpretations, and fresh perspectives. Understanding uncertainties associated with various stages of scientific inquiries is an…

Digital Libraries · Computer Science 2020-12-24 Chaomei Chen , Ming Song , Go Eun Heo

The development of inventions is theorized as a process of searching and recombining existing knowledge components. Previous studies under this theory have examined myriad characteristics of recombined knowledge and their performance…

Digital Libraries · Computer Science 2024-11-15 Qing Ke , Ziyou Teng , Chao Min

Decentralization is a pervasive concept found across disciplines, including Economics, Political Science, and Computer Science, where it is used in distinct yet interrelated ways. Here, we develop and publicly release a general pipeline to…

Physics and Society · Physics 2023-10-09 Gabriele Di Bona , Alberto Bracci , Nicola Perra , Vito Latora , Andrea Baronchelli

Previous researches on the Information retrieval (IR) field have focused on summarizing progress and synthesizing knowledge and techniques from individual studies and data-driven experiments, the extent of contributions and collaborations…

Digital Libraries · Computer Science 2024-10-03 Jiaqi Lei , Liang Hu , Yi Bu , Jiqun Liu

We show that the space in which scientific, technological and economic developments interplay with each other can be mathematically shaped using pioneering multilayer network and complexity techniques. We build the tri-layered network of…

The gap in statistics between multi-variate and time-series analysis can be bridged by using entropy statistics and recent developments in multi-dimensional scaling. For explaining the evolution of the sciences as non-linear dynamics, the…

Digital Libraries · Computer Science 2012-11-13 Loet Leydesdorff

We introduce a new visual analytic approach to the study of scientific discoveries and knowledge diffusion. Our approach enhances contemporary co-citation network analysis by enabling analysts to identify co-citation clusters of cited…

General Literature · Computer Science 2017-10-24 Chaomei Chen , Jian Zhang , Michael S. Vogeley

The co-authorship network of scientists represents a prototype of complex evolving networks. By mapping the electronic database containing all relevant journals in mathematics and neuro-science for an eight-year period (1991-98), we infer…

Soft Condensed Matter · Physics 2009-11-07 A. L. Barabasi , H. Jeong , Z. Neda , E. Ravasz , A. Schubert , T. Vicsek

The ongoing explosion of genome sequence data is transforming how we reconstruct and understand the histories of biological systems. Across biological scales, from individual cells to populations and species, trees-based models provide a…

Populations and Evolution · Quantitative Biology 2025-12-08 Yun Deng , Shing H. Zhan , Yulin Zhang , Chao Zhang , Bingjie Chen
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